This study identifies 9 hub genes (FAM46C, FUT4, ODC1, UQCRB, ID2, TSC22D1, IL17RB, AHR, and MGAT4B) as shared molecular signatures between GERD and stroke through integrative bioinformatics analysis. The gene discussed is ID2; the disease is Stroke.